globus-mcpofficial
A
licenseA
qualityC
maintenanceMCP server enabling LLMs to manage Globus data transfers and compute tasks.
10
11
Apache 2.0
skypilot-mcp
by alex000kim
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TDQS
B3.3/5.0
Scored across 70 tools
Disambiguation3/5
Most tools are well-scoped by action+resource, but several near-duplicates exist: skypilot_managed_job_logs vs skypilot_managed_job_download_logs, skypilot_serve_logs vs skypilot_serve_download_logs, skypilot_pool_logs vs skypilot_pool_download_logs, and the v1/v2 managed_job_queue variants. An agent must read descriptions closely to pick the right 'get logs' vs 'download logs' tool.
Naming Consistency4/5
Strong, predictable prefix_service_action pattern throughout (e.g. skypilot_cluster_launch, skypilot_serve_up, skypilot_volume_delete). Minor inconsistencies like skypilot_workspaces (no action verb), skypilot_dashboard, and skypilot_optimize/validate/check lacking a clear resource prefix slightly break the pattern.
Tool Count2/5
70 tools is far too many for coherent agent selection. While SkyPilot's surface is genuinely broad (clusters, jobs, managed jobs, services, pools, volumes, storage, kubernetes, ssh, slurm), this exceeds a workable tool count and forces many overlapping variants.
Completeness4/5
Coverage is extensive across the SkyPilot domain: full cluster lifecycle, managed jobs, services, pools, volumes, storage, and infra checks. Minor gaps like cluster log streaming (only job/autostop logs) and no explicit cluster exec-cancel, but the surface is largely complete.
Maintenance
ActivityInactive
ResponsivenessNo issues